abatchModel |
A Batch Modeing Training Inner Functions |
allPre500 |
The dataset of the prediction result for some days for 2014 Shandong, interpolated by constrained optimization. |
bKriging |
Regional Mean Estimation by Block Kriging |
bnd |
BND spatial topology data for use in spatial effect modeling. |
colorCusGrinf |
Customed Color Generation by the Number of the Levels |
colorGrinf |
Generation of Customed Gradient Colors |
conOpt |
Function of Constrained Optimization |
countylayer |
County layer map for illustration of block Kriging. |
exeCluster |
Efficient Clustering Using Union-Find to Obtain the Clusters for Each Sample |
extractVNC4 |
Extract Values for Point from NC4 Image |
extractVTIF |
Extract GeoTiff Data |
fillNASVD |
Function to Use SVD to Impute the Missing Values for Training Dataset |
fillNASVDSer |
SVD to Interpolate the Missing Values in the Time Series Data |
genRaster |
Generation of Raster Covering the Side Map |
GetARegionBK |
Get a Regional Kriging |
getClusterCt |
Retrieve the Central Coordinates for Each Cluser after Clustering Done. |
getPolyMMean |
Generation of Regional Monthly Mean Based on the Input Polygons |
getRidbytpoly |
getRidbytpoly for Assignment of Thiessen polygon id to point object |
getTBasisFun |
Generation of Temporal Basis Function |
getTidBKMean |
Batch Block Kriging for Estimate of Regional Means |
gtifRst |
The 2014 time series of PM2.5 concentrations of Shandong province, with many missing values. |
inter2conOpt |
Batch Interpolation of the Missing Values for Time Series Using Constrained Optimization. |
noweiAvg |
Averages over the Ensemble Predictions of Mixed Models (No weighted) |
parATimePredict |
Batch Prediction for Time Series Using the Ensemble Models |
parSpModel |
Generation of Spatiotemporal Models by Bootstrap Aggregating |
parTemporalBImp |
Function to Fill Missing Values by Constraint Optimization |
perMdPrediction |
Batch Prediction Using the Trained Models |
points2Raster |
Generation of Grid Surface Using the predicted/Interpolated Values |
pol_season_trends |
pol_season_trends . |
prnside |
Side to limit the Thiessen's polygons. |
rmse |
RMSE function |
rSquared |
Coefficient of Determination |
samplepnt |
Sample data for generation of Thiessen polygons. |
shd140401pcovs |
The dataset of 04/01/2014 prediction dataset for the raster spoint_pre covering the Shandong with 2km x 2km grid . |
shdSeries2014 |
The 2014 time series of PM2.5 concentrations of Shandong province, with missing approach. |
spointspre |
SpatialPointDataFrame as container of raster to geo-link with the specific date prediction of PM2.5. |
tpolygonsByBorder |
tpolygonsByBorder for Generation of Thiessen polygons |
trainsample |
The dataset of 2014 training sample for the Shandong with missing values imputed using SVD. |
voronoipolygons2 |
Generation of Thiesseon Polygons By Points |
weiA2Ens |
Ensemble Weighted Prediction of Mixed Models |
weightedstat |
Weighted Average for Multiple Models |